Dataset statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Number of variables | 15 | 14 |
| Number of observations | 4277 | 4277 |
| Missing cells | 1123 | 0 |
| Missing cells (%) | 1.8% | 0.0% |
| Duplicate rows | 0 | 207 |
| Duplicate rows (%) | 0.0% | 4.8% |
| Total size in memory | 501.3 KiB | 409.5 KiB |
| Average record size in memory | 120.0 B | 98.0 B |
Variable types
| Before imputation test | After imputation_test | |
|---|---|---|
| Categorical | 4 | 4 |
| Boolean | 2 | 2 |
| Numeric | 9 | 8 |
| Before imputation test | After imputation_test | |
|---|---|---|
VIP is highly imbalanced (87.2%) | VIP is highly imbalanced (87.7%) | Imbalance |
HomePlanet has 87 (2.0%) missing values | Alert not present in this dataset | Missing |
CryoSleep has 93 (2.2%) missing values | Alert not present in this dataset | Missing |
Destination has 92 (2.2%) missing values | Alert not present in this dataset | Missing |
Age has 91 (2.1%) missing values | Alert not present in this dataset | Missing |
VIP has 93 (2.2%) missing values | Alert not present in this dataset | Missing |
RoomService has 82 (1.9%) missing values | Alert not present in this dataset | Missing |
FoodCourt has 106 (2.5%) missing values | Alert not present in this dataset | Missing |
ShoppingMall has 98 (2.3%) missing values | Alert not present in this dataset | Missing |
Spa has 101 (2.4%) missing values | Alert not present in this dataset | Missing |
VRDeck has 80 (1.9%) missing values | Alert not present in this dataset | Missing |
Cabin_deck has 100 (2.3%) missing values | Alert not present in this dataset | Missing |
Cabin_side has 100 (2.3%) missing values | Alert not present in this dataset | Missing |
Age has 82 (1.9%) zeros | Age has 82 (1.9%) zeros | Zeros |
RoomService has 2726 (63.7%) zeros | RoomService has 2753 (64.4%) zeros | Zeros |
FoodCourt has 2690 (62.9%) zeros | FoodCourt has 2731 (63.9%) zeros | Zeros |
ShoppingMall has 2744 (64.2%) zeros | ShoppingMall has 2782 (65.0%) zeros | Zeros |
Spa has 2611 (61.0%) zeros | Spa has 2660 (62.2%) zeros | Zeros |
VRDeck has 2757 (64.5%) zeros | VRDeck has 2794 (65.3%) zeros | Zeros |
| Alert not present in this dataset | Dataset has 207 (4.8%) duplicate rows | Duplicates |
Reproduction
| Before imputation test | After imputation_test | |
|---|---|---|
| Analysis started | 2024-04-23 18:44:47.213025 | 2024-04-23 18:45:02.964019 |
| Analysis finished | 2024-04-23 18:45:02.949491 | 2024-04-23 18:45:15.372434 |
| Duration | 15.74 seconds | 12.41 seconds |
| Software version | ydata-profiling vv4.7.0 | ydata-profiling vv4.7.0 |
| Download configuration | config.json | config.json |
HomePlanet
Categorical
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 3 | 3 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 87 | 0 |
| Missing (%) | 2.0% | 0.0% |
| Memory size | 33.5 KiB | 33.5 KiB |
| Earth | |
|---|---|
| Europa | |
| Mars |
| Earth | |
|---|---|
| Europa | |
| Mars |
Length
| Before imputation test | After imputation_test | |
|---|---|---|
| Max length | 6 | 6 |
| Median length | 5 | 5 |
| Mean length | 5.0183771 | 5.0180033 |
| Min length | 4 | 4 |
Characters and Unicode
| Before imputation test | After imputation_test | |
|---|---|---|
| Total characters | 21027 | 21462 |
| Distinct characters | 10 | 10 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Before imputation test | After imputation_test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Before imputation test | After imputation_test | |
|---|---|---|
| 1st row | Earth | Earth |
| 2nd row | Earth | Earth |
| 3rd row | Europa | Europa |
| 4th row | Europa | Europa |
| 5th row | Earth | Earth |
Common Values
| Value | Count | Frequency (%) |
| Earth | 2263 | |
| Europa | 1002 | |
| Mars | 925 | |
| (Missing) | 87 | 2.0% |
| Value | Count | Frequency (%) |
| Earth | 2306 | |
| Europa | 1024 | |
| Mars | 947 |
Length
Common Values (Plot)
Before imputation test
After imputation_test
| Value | Count | Frequency (%) |
| earth | 2263 | |
| europa | 1002 | |
| mars | 925 |
| Value | Count | Frequency (%) |
| earth | 2306 | |
| europa | 1024 | |
| mars | 947 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4190 | |
| r | 4190 | |
| E | 3265 | |
| t | 2263 | |
| h | 2263 | |
| u | 1002 | 4.8% |
| o | 1002 | 4.8% |
| p | 1002 | 4.8% |
| M | 925 | 4.4% |
| s | 925 | 4.4% |
| Value | Count | Frequency (%) |
| a | 4277 | |
| r | 4277 | |
| E | 3330 | |
| t | 2306 | |
| h | 2306 | |
| u | 1024 | 4.8% |
| o | 1024 | 4.8% |
| p | 1024 | 4.8% |
| M | 947 | 4.4% |
| s | 947 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21027 |
| Value | Count | Frequency (%) |
| (unknown) | 21462 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 4190 | |
| r | 4190 | |
| E | 3265 | |
| t | 2263 | |
| h | 2263 | |
| u | 1002 | 4.8% |
| o | 1002 | 4.8% |
| p | 1002 | 4.8% |
| M | 925 | 4.4% |
| s | 925 | 4.4% |
| Value | Count | Frequency (%) |
| a | 4277 | |
| r | 4277 | |
| E | 3330 | |
| t | 2306 | |
| h | 2306 | |
| u | 1024 | 4.8% |
| o | 1024 | 4.8% |
| p | 1024 | 4.8% |
| M | 947 | 4.4% |
| s | 947 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21027 |
| Value | Count | Frequency (%) |
| (unknown) | 21462 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 4190 | |
| r | 4190 | |
| E | 3265 | |
| t | 2263 | |
| h | 2263 | |
| u | 1002 | 4.8% |
| o | 1002 | 4.8% |
| p | 1002 | 4.8% |
| M | 925 | 4.4% |
| s | 925 | 4.4% |
| Value | Count | Frequency (%) |
| a | 4277 | |
| r | 4277 | |
| E | 3330 | |
| t | 2306 | |
| h | 2306 | |
| u | 1024 | 4.8% |
| o | 1024 | 4.8% |
| p | 1024 | 4.8% |
| M | 947 | 4.4% |
| s | 947 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21027 |
| Value | Count | Frequency (%) |
| (unknown) | 21462 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 4190 | |
| r | 4190 | |
| E | 3265 | |
| t | 2263 | |
| h | 2263 | |
| u | 1002 | 4.8% |
| o | 1002 | 4.8% |
| p | 1002 | 4.8% |
| M | 925 | 4.4% |
| s | 925 | 4.4% |
| Value | Count | Frequency (%) |
| a | 4277 | |
| r | 4277 | |
| E | 3330 | |
| t | 2306 | |
| h | 2306 | |
| u | 1024 | 4.8% |
| o | 1024 | 4.8% |
| p | 1024 | 4.8% |
| M | 947 | 4.4% |
| s | 947 | 4.4% |
CryoSleep
Boolean
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 93 | 0 |
| Missing (%) | 2.2% | 0.0% |
| Memory size | 33.5 KiB | 4.3 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 93 |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2640 | |
| True | 1544 | |
| (Missing) | 93 | 2.2% |
| Value | Count | Frequency (%) |
| False | 2699 | |
| True | 1578 |
Before imputation test
After imputation_test
Destination
Categorical
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 3 | 3 |
| Distinct (%) | 0.1% | 0.1% |
| Missing | 92 | 0 |
| Missing (%) | 2.2% | 0.0% |
| Memory size | 33.5 KiB | 33.5 KiB |
| TRAPPIST-1e | |
|---|---|
| 55 Cancri e | |
| PSO J318.5-22 |
| TRAPPIST-1e | |
|---|---|
| 55 Cancri e | |
| PSO J318.5-22 |
Length
| Before imputation test | After imputation_test | |
|---|---|---|
| Max length | 13 | 13 |
| Median length | 11 | 11 |
| Mean length | 11.185424 | 11.181436 |
| Min length | 11 | 11 |
Characters and Unicode
| Before imputation test | After imputation_test | |
|---|---|---|
| Total characters | 46811 | 47823 |
| Distinct characters | 23 | 23 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Before imputation test | After imputation_test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Before imputation test | After imputation_test | |
|---|---|---|
| 1st row | TRAPPIST-1e | TRAPPIST-1e |
| 2nd row | TRAPPIST-1e | TRAPPIST-1e |
| 3rd row | 55 Cancri e | 55 Cancri e |
| 4th row | TRAPPIST-1e | TRAPPIST-1e |
| 5th row | TRAPPIST-1e | TRAPPIST-1e |
Common Values
| Value | Count | Frequency (%) |
| TRAPPIST-1e | 2956 | |
| 55 Cancri e | 841 | 19.7% |
| PSO J318.5-22 | 388 | 9.1% |
| (Missing) | 92 | 2.2% |
| Value | Count | Frequency (%) |
| TRAPPIST-1e | 3039 | |
| 55 Cancri e | 850 | 19.9% |
| PSO J318.5-22 | 388 | 9.1% |
Length
Common Values (Plot)
Before imputation test
After imputation_test
| Value | Count | Frequency (%) |
| trappist-1e | 2956 | |
| 55 | 841 | 13.4% |
| cancri | 841 | 13.4% |
| e | 841 | 13.4% |
| pso | 388 | 6.2% |
| j318.5-22 | 388 | 6.2% |
| Value | Count | Frequency (%) |
| trappist-1e | 3039 | |
| 55 | 850 | 13.4% |
| cancri | 850 | 13.4% |
| e | 850 | 13.4% |
| pso | 388 | 6.1% |
| j318.5-22 | 388 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 6300 | |
| T | 5912 | |
| e | 3797 | 8.1% |
| S | 3344 | 7.1% |
| - | 3344 | 7.1% |
| 1 | 3344 | 7.1% |
| A | 2956 | 6.3% |
| I | 2956 | 6.3% |
| R | 2956 | 6.3% |
| 5 | 2070 | 4.4% |
| Other values (13) | 9832 |
| Value | Count | Frequency (%) |
| P | 6466 | |
| T | 6078 | |
| e | 3889 | 8.1% |
| S | 3427 | 7.2% |
| - | 3427 | 7.2% |
| 1 | 3427 | 7.2% |
| A | 3039 | 6.4% |
| I | 3039 | 6.4% |
| R | 3039 | 6.4% |
| 5 | 2088 | 4.4% |
| Other values (13) | 9904 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46811 |
| Value | Count | Frequency (%) |
| (unknown) | 47823 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 6300 | |
| T | 5912 | |
| e | 3797 | 8.1% |
| S | 3344 | 7.1% |
| - | 3344 | 7.1% |
| 1 | 3344 | 7.1% |
| A | 2956 | 6.3% |
| I | 2956 | 6.3% |
| R | 2956 | 6.3% |
| 5 | 2070 | 4.4% |
| Other values (13) | 9832 |
| Value | Count | Frequency (%) |
| P | 6466 | |
| T | 6078 | |
| e | 3889 | 8.1% |
| S | 3427 | 7.2% |
| - | 3427 | 7.2% |
| 1 | 3427 | 7.2% |
| A | 3039 | 6.4% |
| I | 3039 | 6.4% |
| R | 3039 | 6.4% |
| 5 | 2088 | 4.4% |
| Other values (13) | 9904 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46811 |
| Value | Count | Frequency (%) |
| (unknown) | 47823 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 6300 | |
| T | 5912 | |
| e | 3797 | 8.1% |
| S | 3344 | 7.1% |
| - | 3344 | 7.1% |
| 1 | 3344 | 7.1% |
| A | 2956 | 6.3% |
| I | 2956 | 6.3% |
| R | 2956 | 6.3% |
| 5 | 2070 | 4.4% |
| Other values (13) | 9832 |
| Value | Count | Frequency (%) |
| P | 6466 | |
| T | 6078 | |
| e | 3889 | 8.1% |
| S | 3427 | 7.2% |
| - | 3427 | 7.2% |
| 1 | 3427 | 7.2% |
| A | 3039 | 6.4% |
| I | 3039 | 6.4% |
| R | 3039 | 6.4% |
| 5 | 2088 | 4.4% |
| Other values (13) | 9904 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46811 |
| Value | Count | Frequency (%) |
| (unknown) | 47823 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 6300 | |
| T | 5912 | |
| e | 3797 | 8.1% |
| S | 3344 | 7.1% |
| - | 3344 | 7.1% |
| 1 | 3344 | 7.1% |
| A | 2956 | 6.3% |
| I | 2956 | 6.3% |
| R | 2956 | 6.3% |
| 5 | 2070 | 4.4% |
| Other values (13) | 9832 |
| Value | Count | Frequency (%) |
| P | 6466 | |
| T | 6078 | |
| e | 3889 | 8.1% |
| S | 3427 | 7.2% |
| - | 3427 | 7.2% |
| 1 | 3427 | 7.2% |
| A | 3039 | 6.4% |
| I | 3039 | 6.4% |
| R | 3039 | 6.4% |
| 5 | 2088 | 4.4% |
| Other values (13) | 9904 |
Age
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 79 | 149 |
| Distinct (%) | 1.9% | 3.5% |
| Missing | 91 | 0 |
| Missing (%) | 2.1% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 28.658146 | 28.661582 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 79 | 79 |
| Zeros | 82 | 82 |
| Zeros (%) | 1.9% | 1.9% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 5 | 5 |
| Q1 | 19 | 20 |
| median | 26 | 26 |
| Q3 | 37 | 37 |
| 95-th percentile | 55 | 55 |
| Maximum | 79 | 79 |
| Range | 79 | 79 |
| Interquartile range (IQR) | 18 | 17 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 14.179072 | 14.064134 |
| Coefficient of variation (CV) | 0.49476583 | 0.49069636 |
| Kurtosis | 0.21852293 | 0.25978995 |
| Mean | 28.658146 | 28.661582 |
| Median Absolute Deviation (MAD) | 8 | 8 |
| Skewness | 0.48480029 | 0.4830656 |
| Sum | 119963 | 122585.59 |
| Variance | 201.04607 | 197.79986 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 176 | 4.1% |
| 22 | 163 | 3.8% |
| 19 | 162 | 3.8% |
| 20 | 160 | 3.7% |
| 24 | 158 | 3.7% |
| 21 | 157 | 3.7% |
| 25 | 156 | 3.6% |
| 23 | 144 | 3.4% |
| 26 | 132 | 3.1% |
| 27 | 127 | 3.0% |
| Other values (69) | 2651 |
| Value | Count | Frequency (%) |
| 18 | 176 | 4.1% |
| 22 | 163 | 3.8% |
| 19 | 162 | 3.8% |
| 20 | 160 | 3.7% |
| 24 | 158 | 3.7% |
| 21 | 157 | 3.7% |
| 25 | 156 | 3.6% |
| 23 | 144 | 3.4% |
| 26 | 132 | 3.1% |
| 27 | 127 | 3.0% |
| Other values (139) | 2742 |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 27 | 0.6% |
| 2 | 35 | |
| 3 | 34 | |
| 4 | 20 | 0.5% |
| 5 | 20 | 0.5% |
| 6 | 25 | 0.6% |
| 7 | 13 | 0.3% |
| 8 | 24 | 0.6% |
| 9 | 21 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 27 | 0.6% |
| 2 | 35 | |
| 3 | 34 | |
| 4 | 20 | 0.5% |
| 5 | 20 | 0.5% |
| 6 | 25 | 0.6% |
| 7 | 13 | 0.3% |
| 8 | 24 | 0.6% |
| 8.451165929 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 27 | 0.6% |
| 2 | 35 | |
| 3 | 34 | |
| 4 | 20 | 0.5% |
| 5 | 20 | 0.5% |
| 6 | 25 | 0.6% |
| 7 | 13 | 0.3% |
| 8 | 24 | 0.6% |
| 8.451165929 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 27 | 0.6% |
| 2 | 35 | |
| 3 | 34 | |
| 4 | 20 | 0.5% |
| 5 | 20 | 0.5% |
| 6 | 25 | 0.6% |
| 7 | 13 | 0.3% |
| 8 | 24 | 0.6% |
| 9 | 21 | 0.5% |
VIP
Boolean
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 93 | 0 |
| Missing (%) | 2.2% | 0.0% |
| Memory size | 33.5 KiB | 4.3 KiB |
| False | |
|---|---|
| True | 74 |
| (Missing) | 93 |
| False | |
|---|---|
| True | 72 |
| Value | Count | Frequency (%) |
| False | 4110 | |
| True | 74 | 1.7% |
| (Missing) | 93 | 2.2% |
| Value | Count | Frequency (%) |
| False | 4205 | |
| True | 72 | 1.7% |
Before imputation test
After imputation_test
RoomService
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 842 | 897 |
| Distinct (%) | 20.1% | 21.0% |
| Missing | 82 | 0 |
| Missing (%) | 1.9% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 219.26627 | 219.56069 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -75.164219 |
| Maximum | 11567 | 11567 |
| Zeros | 2726 | 2753 |
| Zeros (%) | 63.7% | 64.4% |
| Negative | 0 | 2 |
| Negative (%) | 0.0% | < 0.1% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -75.164219 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 53 | 60 |
| 95-th percentile | 1274.5 | 1274 |
| Maximum | 11567 | 11567 |
| Range | 11567 | 11642.164 |
| Interquartile range (IQR) | 53 | 60 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 607.01129 | 603.38079 |
| Coefficient of variation (CV) | 2.7683751 | 2.7481276 |
| Kurtosis | 53.216268 | 53.486683 |
| Mean | 219.26627 | 219.56069 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 5.5583897 | 5.5597325 |
| Sum | 919822 | 939061.08 |
| Variance | 368462.7 | 364068.38 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2726 | |
| 1 | 68 | 1.6% |
| 2 | 34 | 0.8% |
| 3 | 28 | 0.7% |
| 4 | 24 | 0.6% |
| 6 | 16 | 0.4% |
| 5 | 15 | 0.4% |
| 9 | 13 | 0.3% |
| 8 | 12 | 0.3% |
| 13 | 11 | 0.3% |
| Other values (832) | 1248 | |
| (Missing) | 82 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 2753 | |
| 1 | 68 | 1.6% |
| 2 | 34 | 0.8% |
| 3 | 28 | 0.7% |
| 4 | 24 | 0.6% |
| 6 | 16 | 0.4% |
| 5 | 15 | 0.4% |
| 9 | 13 | 0.3% |
| 8 | 12 | 0.3% |
| 13 | 11 | 0.3% |
| Other values (887) | 1303 |
| Value | Count | Frequency (%) |
| 0 | 2726 | |
| 1 | 68 | 1.6% |
| 2 | 34 | 0.8% |
| 3 | 28 | 0.7% |
| 4 | 24 | 0.6% |
| 5 | 15 | 0.4% |
| 6 | 16 | 0.4% |
| 7 | 8 | 0.2% |
| 8 | 12 | 0.3% |
| 9 | 13 | 0.3% |
| Value | Count | Frequency (%) |
| -75.16421948 | 1 | < 0.1% |
| -37.74779523 | 1 | < 0.1% |
| 0 | 2753 | |
| 1 | 68 | 1.6% |
| 2 | 34 | 0.8% |
| 3 | 28 | 0.7% |
| 4 | 24 | 0.6% |
| 5 | 15 | 0.4% |
| 6 | 16 | 0.4% |
| 7 | 8 | 0.2% |
| Value | Count | Frequency (%) |
| -75.16421948 | 1 | < 0.1% |
| -37.74779523 | 1 | < 0.1% |
| 0 | 2753 | |
| 1 | 68 | 1.6% |
| 2 | 34 | 0.8% |
| 3 | 28 | 0.7% |
| 4 | 24 | 0.6% |
| 5 | 15 | 0.4% |
| 6 | 16 | 0.4% |
| 7 | 8 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 2726 | |
| 1 | 68 | 1.6% |
| 2 | 34 | 0.8% |
| 3 | 28 | 0.7% |
| 4 | 24 | 0.6% |
| 5 | 15 | 0.4% |
| 6 | 16 | 0.4% |
| 7 | 8 | 0.2% |
| 8 | 12 | 0.3% |
| 9 | 13 | 0.3% |
FoodCourt
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 902 | 967 |
| Distinct (%) | 21.6% | 22.6% |
| Missing | 106 | 0 |
| Missing (%) | 2.5% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 439.4843 | 438.12439 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -80.182766 |
| Maximum | 25273 | 25273 |
| Zeros | 2690 | 2731 |
| Zeros (%) | 62.9% | 63.9% |
| Negative | 0 | 6 |
| Negative (%) | 0.0% | 0.1% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -80.182766 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 78 | 87 |
| 95-th percentile | 2518.5 | 2570.4 |
| Maximum | 25273 | 25273 |
| Range | 25273 | 25353.183 |
| Interquartile range (IQR) | 78 | 87 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 1527.663 | 1516.1588 |
| Coefficient of variation (CV) | 3.4760356 | 3.4605671 |
| Kurtosis | 67.764434 | 68.195785 |
| Mean | 439.4843 | 438.12439 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 6.9106254 | 6.915053 |
| Sum | 1833089 | 1873858 |
| Variance | 2333754.4 | 2298737.6 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2690 | |
| 1 | 59 | 1.4% |
| 2 | 30 | 0.7% |
| 4 | 22 | 0.5% |
| 3 | 21 | 0.5% |
| 6 | 20 | 0.5% |
| 5 | 19 | 0.4% |
| 7 | 13 | 0.3% |
| 11 | 12 | 0.3% |
| 10 | 12 | 0.3% |
| Other values (892) | 1273 | |
| (Missing) | 106 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 2731 | |
| 1 | 59 | 1.4% |
| 2 | 30 | 0.7% |
| 4 | 22 | 0.5% |
| 3 | 21 | 0.5% |
| 6 | 20 | 0.5% |
| 5 | 19 | 0.4% |
| 7 | 13 | 0.3% |
| 10 | 12 | 0.3% |
| 11 | 12 | 0.3% |
| Other values (957) | 1338 |
| Value | Count | Frequency (%) |
| 0 | 2690 | |
| 1 | 59 | 1.4% |
| 2 | 30 | 0.7% |
| 3 | 21 | 0.5% |
| 4 | 22 | 0.5% |
| 5 | 19 | 0.4% |
| 6 | 20 | 0.5% |
| 7 | 13 | 0.3% |
| 8 | 11 | 0.3% |
| 9 | 8 | 0.2% |
| Value | Count | Frequency (%) |
| -80.18276583 | 1 | < 0.1% |
| -42.69824711 | 1 | < 0.1% |
| -33.12278457 | 1 | < 0.1% |
| -29.61800784 | 1 | < 0.1% |
| -25.51534644 | 1 | < 0.1% |
| -19.12021623 | 1 | < 0.1% |
| 0 | 2731 | |
| 1 | 59 | 1.4% |
| 2 | 30 | 0.7% |
| 3 | 21 | 0.5% |
| Value | Count | Frequency (%) |
| -80.18276583 | 1 | < 0.1% |
| -42.69824711 | 1 | < 0.1% |
| -33.12278457 | 1 | < 0.1% |
| -29.61800784 | 1 | < 0.1% |
| -25.51534644 | 1 | < 0.1% |
| -19.12021623 | 1 | < 0.1% |
| 0 | 2731 | |
| 1 | 59 | 1.4% |
| 2 | 30 | 0.7% |
| 3 | 21 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 2690 | |
| 1 | 59 | 1.4% |
| 2 | 30 | 0.7% |
| 3 | 21 | 0.5% |
| 4 | 22 | 0.5% |
| 5 | 19 | 0.4% |
| 6 | 20 | 0.5% |
| 7 | 13 | 0.3% |
| 8 | 11 | 0.3% |
| 9 | 8 | 0.2% |
ShoppingMall
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 715 | 775 |
| Distinct (%) | 17.1% | 18.1% |
| Missing | 98 | 0 |
| Missing (%) | 2.3% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 177.29553 | 177.85586 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -47.093919 |
| Maximum | 8292 | 8292 |
| Zeros | 2744 | 2782 |
| Zeros (%) | 64.2% | 65.0% |
| Negative | 0 | 2 |
| Negative (%) | 0.0% | < 0.1% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -47.093919 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 33 | 39 |
| 95-th percentile | 994.1 | 993.2 |
| Maximum | 8292 | 8292 |
| Range | 8292 | 8339.0939 |
| Interquartile range (IQR) | 33 | 39 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 560.82112 | 556.66316 |
| Coefficient of variation (CV) | 3.1631995 | 3.1298556 |
| Kurtosis | 68.221142 | 68.704805 |
| Mean | 177.29553 | 177.85586 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 6.8249391 | 6.8313261 |
| Sum | 740918 | 760689.53 |
| Variance | 314520.33 | 309873.88 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2744 | |
| 1 | 72 | 1.7% |
| 3 | 35 | 0.8% |
| 2 | 32 | 0.7% |
| 4 | 24 | 0.6% |
| 7 | 19 | 0.4% |
| 9 | 17 | 0.4% |
| 8 | 16 | 0.4% |
| 12 | 13 | 0.3% |
| 10 | 12 | 0.3% |
| Other values (705) | 1195 | |
| (Missing) | 98 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 2782 | |
| 1 | 72 | 1.7% |
| 3 | 35 | 0.8% |
| 2 | 32 | 0.7% |
| 4 | 24 | 0.6% |
| 7 | 19 | 0.4% |
| 9 | 17 | 0.4% |
| 8 | 16 | 0.4% |
| 12 | 13 | 0.3% |
| 20 | 12 | 0.3% |
| Other values (765) | 1255 |
| Value | Count | Frequency (%) |
| 0 | 2744 | |
| 1 | 72 | 1.7% |
| 2 | 32 | 0.7% |
| 3 | 35 | 0.8% |
| 4 | 24 | 0.6% |
| 5 | 11 | 0.3% |
| 6 | 12 | 0.3% |
| 7 | 19 | 0.4% |
| 8 | 16 | 0.4% |
| 9 | 17 | 0.4% |
| Value | Count | Frequency (%) |
| -47.09391947 | 1 | < 0.1% |
| -34.40882954 | 1 | < 0.1% |
| 0 | 2782 | |
| 1 | 72 | 1.7% |
| 2 | 32 | 0.7% |
| 3 | 35 | 0.8% |
| 4 | 24 | 0.6% |
| 5 | 11 | 0.3% |
| 5.815686241 | 1 | < 0.1% |
| 6 | 12 | 0.3% |
| Value | Count | Frequency (%) |
| -47.09391947 | 1 | < 0.1% |
| -34.40882954 | 1 | < 0.1% |
| 0 | 2782 | |
| 1 | 72 | 1.7% |
| 2 | 32 | 0.7% |
| 3 | 35 | 0.8% |
| 4 | 24 | 0.6% |
| 5 | 11 | 0.3% |
| 5.815686241 | 1 | < 0.1% |
| 6 | 12 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 2744 | |
| 1 | 72 | 1.7% |
| 2 | 32 | 0.7% |
| 3 | 35 | 0.8% |
| 4 | 24 | 0.6% |
| 5 | 11 | 0.3% |
| 6 | 12 | 0.3% |
| 7 | 19 | 0.4% |
| 8 | 16 | 0.4% |
| 9 | 17 | 0.4% |
Spa
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 833 | 885 |
| Distinct (%) | 19.9% | 20.7% |
| Missing | 101 | 0 |
| Missing (%) | 2.4% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 303.05244 | 301.296 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -413.44814 |
| Maximum | 19844 | 19844 |
| Zeros | 2611 | 2660 |
| Zeros (%) | 61.0% | 62.2% |
| Negative | 0 | 7 |
| Negative (%) | 0.0% | 0.2% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -413.44814 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 50 | 56 |
| 95-th percentile | 1525 | 1520.6 |
| Maximum | 19844 | 19844 |
| Range | 19844 | 20257.448 |
| Interquartile range (IQR) | 50 | 56 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 1117.186 | 1107.9852 |
| Coefficient of variation (CV) | 3.6864445 | 3.6773977 |
| Kurtosis | 80.460402 | 81.339495 |
| Mean | 303.05244 | 301.296 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 7.6902979 | 7.7192546 |
| Sum | 1265547 | 1288643 |
| Variance | 1248104.6 | 1227631.2 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2611 | |
| 1 | 72 | 1.7% |
| 2 | 43 | 1.0% |
| 3 | 29 | 0.7% |
| 4 | 27 | 0.6% |
| 6 | 23 | 0.5% |
| 8 | 22 | 0.5% |
| 7 | 19 | 0.4% |
| 5 | 16 | 0.4% |
| 9 | 16 | 0.4% |
| Other values (823) | 1298 | |
| (Missing) | 101 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 2660 | |
| 1 | 72 | 1.7% |
| 2 | 43 | 1.0% |
| 3 | 29 | 0.7% |
| 4 | 27 | 0.6% |
| 6 | 23 | 0.5% |
| 8 | 22 | 0.5% |
| 7 | 19 | 0.4% |
| 9 | 16 | 0.4% |
| 5 | 16 | 0.4% |
| Other values (875) | 1350 |
| Value | Count | Frequency (%) |
| 0 | 2611 | |
| 1 | 72 | 1.7% |
| 2 | 43 | 1.0% |
| 3 | 29 | 0.7% |
| 4 | 27 | 0.6% |
| 5 | 16 | 0.4% |
| 6 | 23 | 0.5% |
| 7 | 19 | 0.4% |
| 8 | 22 | 0.5% |
| 9 | 16 | 0.4% |
| Value | Count | Frequency (%) |
| -413.4481391 | 1 | < 0.1% |
| -85.55296547 | 1 | < 0.1% |
| -84.28616052 | 1 | < 0.1% |
| -55.48958133 | 1 | < 0.1% |
| -37.71264375 | 1 | < 0.1% |
| -30.44507366 | 1 | < 0.1% |
| -22.02837509 | 1 | < 0.1% |
| 0 | 2660 | |
| 0.7608587164 | 1 | < 0.1% |
| 1 | 72 | 1.7% |
| Value | Count | Frequency (%) |
| -413.4481391 | 1 | < 0.1% |
| -85.55296547 | 1 | < 0.1% |
| -84.28616052 | 1 | < 0.1% |
| -55.48958133 | 1 | < 0.1% |
| -37.71264375 | 1 | < 0.1% |
| -30.44507366 | 1 | < 0.1% |
| -22.02837509 | 1 | < 0.1% |
| 0 | 2660 | |
| 0.7608587164 | 1 | < 0.1% |
| 1 | 72 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 2611 | |
| 1 | 72 | 1.7% |
| 2 | 43 | 1.0% |
| 3 | 29 | 0.7% |
| 4 | 27 | 0.6% |
| 5 | 16 | 0.4% |
| 6 | 23 | 0.5% |
| 7 | 19 | 0.4% |
| 8 | 22 | 0.5% |
| 9 | 16 | 0.4% |
VRDeck
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 796 | 839 |
| Distinct (%) | 19.0% | 19.6% |
| Missing | 80 | 0 |
| Missing (%) | 1.9% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 310.71003 | 309.25262 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -222.47406 |
| Maximum | 22272 | 22272 |
| Zeros | 2757 | 2794 |
| Zeros (%) | 64.5% | 65.3% |
| Negative | 0 | 4 |
| Negative (%) | 0.0% | 0.1% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 0 | -222.47406 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 0 | 0 |
| Q3 | 36 | 40.741895 |
| 95-th percentile | 1536.8 | 1518.2 |
| Maximum | 22272 | 22272 |
| Range | 22272 | 22494.474 |
| Interquartile range (IQR) | 36 | 40.741895 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 1246.9947 | 1237.4421 |
| Coefficient of variation (CV) | 4.0133714 | 4.0013958 |
| Kurtosis | 93.842398 | 95.04692 |
| Mean | 310.71003 | 309.25262 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 8.38721 | 8.4306521 |
| Sum | 1304050 | 1322673.4 |
| Variance | 1554995.9 | 1531263 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2757 | |
| 1 | 72 | 1.7% |
| 2 | 38 | 0.9% |
| 3 | 33 | 0.8% |
| 7 | 23 | 0.5% |
| 6 | 21 | 0.5% |
| 4 | 20 | 0.5% |
| 5 | 17 | 0.4% |
| 8 | 10 | 0.2% |
| 19 | 10 | 0.2% |
| Other values (786) | 1196 | |
| (Missing) | 80 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 2794 | |
| 1 | 72 | 1.7% |
| 2 | 38 | 0.9% |
| 3 | 33 | 0.8% |
| 7 | 23 | 0.5% |
| 6 | 21 | 0.5% |
| 4 | 20 | 0.5% |
| 5 | 17 | 0.4% |
| 8 | 10 | 0.2% |
| 32 | 10 | 0.2% |
| Other values (829) | 1239 |
| Value | Count | Frequency (%) |
| 0 | 2757 | |
| 1 | 72 | 1.7% |
| 2 | 38 | 0.9% |
| 3 | 33 | 0.8% |
| 4 | 20 | 0.5% |
| 5 | 17 | 0.4% |
| 6 | 21 | 0.5% |
| 7 | 23 | 0.5% |
| 8 | 10 | 0.2% |
| 9 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| -222.4740579 | 1 | < 0.1% |
| -133.6016053 | 1 | < 0.1% |
| -48.2432044 | 1 | < 0.1% |
| -16.02839378 | 1 | < 0.1% |
| 0 | 2794 | |
| 1 | 72 | 1.7% |
| 1.946862794 | 1 | < 0.1% |
| 2 | 38 | 0.9% |
| 3 | 33 | 0.8% |
| 4 | 20 | 0.5% |
| Value | Count | Frequency (%) |
| -222.4740579 | 1 | < 0.1% |
| -133.6016053 | 1 | < 0.1% |
| -48.2432044 | 1 | < 0.1% |
| -16.02839378 | 1 | < 0.1% |
| 0 | 2794 | |
| 1 | 72 | 1.7% |
| 1.946862794 | 1 | < 0.1% |
| 2 | 38 | 0.9% |
| 3 | 33 | 0.8% |
| 4 | 20 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 2757 | |
| 1 | 72 | 1.7% |
| 2 | 38 | 0.9% |
| 3 | 33 | 0.8% |
| 4 | 20 | 0.5% |
| 5 | 17 | 0.4% |
| 6 | 21 | 0.5% |
| 7 | 23 | 0.5% |
| 8 | 10 | 0.2% |
| 9 | 9 | 0.2% |
Cabin_deck
Categorical
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 8 | 8 |
| Distinct (%) | 0.2% | 0.2% |
| Missing | 100 | 0 |
| Missing (%) | 2.3% | 0.0% |
| Memory size | 33.5 KiB | 33.5 KiB |
| F | |
|---|---|
| G | |
| E | |
| B | |
| C | |
| Other values (3) |
| F | |
|---|---|
| G | |
| E | |
| B | |
| C | |
| Other values (3) |
Length
| Before imputation test | After imputation_test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Before imputation test | After imputation_test | |
|---|---|---|
| Total characters | 4177 | 4277 |
| Distinct characters | 8 | 8 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Before imputation test | After imputation_test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Before imputation test | After imputation_test | |
|---|---|---|
| 1st row | G | G |
| 2nd row | F | F |
| 3rd row | C | C |
| 4th row | C | C |
| 5th row | F | F |
Common Values
| Value | Count | Frequency (%) |
| F | 1445 | |
| G | 1222 | |
| E | 447 | 10.5% |
| B | 362 | 8.5% |
| C | 355 | 8.3% |
| D | 242 | 5.7% |
| A | 98 | 2.3% |
| T | 6 | 0.1% |
| (Missing) | 100 | 2.3% |
| Value | Count | Frequency (%) |
| F | 1497 | |
| G | 1248 | |
| E | 450 | 10.5% |
| B | 373 | 8.7% |
| C | 360 | 8.4% |
| D | 244 | 5.7% |
| A | 99 | 2.3% |
| T | 6 | 0.1% |
Length
Common Values (Plot)
Before imputation test
After imputation_test
| Value | Count | Frequency (%) |
| f | 1445 | |
| g | 1222 | |
| e | 447 | 10.7% |
| b | 362 | 8.7% |
| c | 355 | 8.5% |
| d | 242 | 5.8% |
| a | 98 | 2.3% |
| t | 6 | 0.1% |
| Value | Count | Frequency (%) |
| f | 1497 | |
| g | 1248 | |
| e | 450 | 10.5% |
| b | 373 | 8.7% |
| c | 360 | 8.4% |
| d | 244 | 5.7% |
| a | 99 | 2.3% |
| t | 6 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 1445 | |
| G | 1222 | |
| E | 447 | 10.7% |
| B | 362 | 8.7% |
| C | 355 | 8.5% |
| D | 242 | 5.8% |
| A | 98 | 2.3% |
| T | 6 | 0.1% |
| Value | Count | Frequency (%) |
| F | 1497 | |
| G | 1248 | |
| E | 450 | 10.5% |
| B | 373 | 8.7% |
| C | 360 | 8.4% |
| D | 244 | 5.7% |
| A | 99 | 2.3% |
| T | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4177 |
| Value | Count | Frequency (%) |
| (unknown) | 4277 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 1445 | |
| G | 1222 | |
| E | 447 | 10.7% |
| B | 362 | 8.7% |
| C | 355 | 8.5% |
| D | 242 | 5.8% |
| A | 98 | 2.3% |
| T | 6 | 0.1% |
| Value | Count | Frequency (%) |
| F | 1497 | |
| G | 1248 | |
| E | 450 | 10.5% |
| B | 373 | 8.7% |
| C | 360 | 8.4% |
| D | 244 | 5.7% |
| A | 99 | 2.3% |
| T | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4177 |
| Value | Count | Frequency (%) |
| (unknown) | 4277 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 1445 | |
| G | 1222 | |
| E | 447 | 10.7% |
| B | 362 | 8.7% |
| C | 355 | 8.5% |
| D | 242 | 5.8% |
| A | 98 | 2.3% |
| T | 6 | 0.1% |
| Value | Count | Frequency (%) |
| F | 1497 | |
| G | 1248 | |
| E | 450 | 10.5% |
| B | 373 | 8.7% |
| C | 360 | 8.4% |
| D | 244 | 5.7% |
| A | 99 | 2.3% |
| T | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4177 |
| Value | Count | Frequency (%) |
| (unknown) | 4277 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 1445 | |
| G | 1222 | |
| E | 447 | 10.7% |
| B | 362 | 8.7% |
| C | 355 | 8.5% |
| D | 242 | 5.8% |
| A | 98 | 2.3% |
| T | 6 | 0.1% |
| Value | Count | Frequency (%) |
| F | 1497 | |
| G | 1248 | |
| E | 450 | 10.5% |
| B | 373 | 8.7% |
| C | 360 | 8.4% |
| D | 244 | 5.7% |
| A | 99 | 2.3% |
| T | 6 | 0.1% |
Cabin_side
Categorical
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 100 | 0 |
| Missing (%) | 2.3% | 0.0% |
| Memory size | 33.5 KiB | 33.5 KiB |
| S | |
|---|---|
| P |
| S | |
|---|---|
| P |
Length
| Before imputation test | After imputation_test | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Before imputation test | After imputation_test | |
|---|---|---|
| Total characters | 4177 | 4277 |
| Distinct characters | 2 | 2 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Before imputation test | After imputation_test | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Before imputation test | After imputation_test | |
|---|---|---|
| 1st row | S | S |
| 2nd row | S | S |
| 3rd row | S | S |
| 4th row | S | S |
| 5th row | S | S |
Common Values
| Value | Count | Frequency (%) |
| S | 2093 | |
| P | 2084 | |
| (Missing) | 100 | 2.3% |
| Value | Count | Frequency (%) |
| S | 2141 | |
| P | 2136 |
Length
Common Values (Plot)
Before imputation test
After imputation_test
| Value | Count | Frequency (%) |
| s | 2093 | |
| p | 2084 |
| Value | Count | Frequency (%) |
| s | 2141 | |
| p | 2136 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 2093 | |
| P | 2084 |
| Value | Count | Frequency (%) |
| S | 2141 | |
| P | 2136 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4177 |
| Value | Count | Frequency (%) |
| (unknown) | 4277 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 2093 | |
| P | 2084 |
| Value | Count | Frequency (%) |
| S | 2141 | |
| P | 2136 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4177 |
| Value | Count | Frequency (%) |
| (unknown) | 4277 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 2093 | |
| P | 2084 |
| Value | Count | Frequency (%) |
| S | 2141 | |
| P | 2136 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4177 |
| Value | Count | Frequency (%) |
| (unknown) | 4277 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 2093 | |
| P | 2084 |
| Value | Count | Frequency (%) |
| S | 2141 | |
| P | 2136 |
ID_group
Real number (ℝ)
| Distinct | 3063 |
|---|---|
| Distinct (%) | 71.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4639.2965 |
| Minimum | 13 |
|---|---|
| Maximum | 9277 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.5 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 468.6 |
| Q1 | 2249 |
| median | 4639 |
| Q3 | 7030 |
| 95-th percentile | 8840.4 |
| Maximum | 9277 |
| Range | 9264 |
| Interquartile range (IQR) | 4781 |
Descriptive statistics
| Standard deviation | 2716.1974 |
|---|---|
| Coefficient of variation (CV) | 0.58547614 |
| Kurtosis | -1.2392784 |
| Mean | 4639.2965 |
| Median Absolute Deviation (MAD) | 2391 |
| Skewness | 0.0010577841 |
| Sum | 19842271 |
| Variance | 7377728.1 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 6332 | 8 | 0.2% |
| 6499 | 8 | 0.2% |
| 6986 | 8 | 0.2% |
| 8543 | 8 | 0.2% |
| 1072 | 8 | 0.2% |
| 339 | 8 | 0.2% |
| 8980 | 7 | 0.2% |
| 717 | 7 | 0.2% |
| 9238 | 7 | 0.2% |
| 1354 | 7 | 0.2% |
| Other values (3053) | 4201 |
| Value | Count | Frequency (%) |
| 13 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 21 | 1 | |
| 23 | 1 | |
| 27 | 1 | |
| 29 | 1 | |
| 32 | 2 | |
| 33 | 1 | |
| 37 | 1 |
| Value | Count | Frequency (%) |
| 9277 | 1 | |
| 9273 | 1 | |
| 9271 | 1 | |
| 9269 | 1 | |
| 9266 | 2 | |
| 9265 | 1 | |
| 9263 | 1 | |
| 9262 | 1 | |
| 9260 | 1 | |
| 9258 | 1 |
ID_num
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 8 | 8 |
| Distinct (%) | 0.2% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.4987141 | 1.4987141 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 1 | 1 |
| Maximum | 8 | 8 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 1 | 1 |
| 5-th percentile | 1 | 1 |
| Q1 | 1 | 1 |
| median | 1 | 1 |
| Q3 | 2 | 2 |
| 95-th percentile | 4 | 4 |
| Maximum | 8 | 8 |
| Range | 7 | 7 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 1.0182207 | 1.0182207 |
| Coefficient of variation (CV) | 0.67939624 | 0.67939624 |
| Kurtosis | 9.3710351 | 9.3710351 |
| Mean | 1.4987141 | 1.4987141 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 2.8120532 | 2.8120532 |
| Sum | 6410 | 6410 |
| Variance | 1.0367734 | 1.0367734 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3063 | |
| 2 | 723 | 16.9% |
| 3 | 269 | 6.3% |
| 4 | 107 | 2.5% |
| 5 | 56 | 1.3% |
| 6 | 33 | 0.8% |
| 7 | 20 | 0.5% |
| 8 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 3063 | |
| 2 | 723 | 16.9% |
| 3 | 269 | 6.3% |
| 4 | 107 | 2.5% |
| 5 | 56 | 1.3% |
| 6 | 33 | 0.8% |
| 7 | 20 | 0.5% |
| 8 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 3063 | |
| 2 | 723 | 16.9% |
| 3 | 269 | 6.3% |
| 4 | 107 | 2.5% |
| 5 | 56 | 1.3% |
| 6 | 33 | 0.8% |
| 7 | 20 | 0.5% |
| 8 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 3063 | |
| 2 | 723 | 16.9% |
| 3 | 269 | 6.3% |
| 4 | 107 | 2.5% |
| 5 | 56 | 1.3% |
| 6 | 33 | 0.8% |
| 7 | 20 | 0.5% |
| 8 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 3063 | |
| 2 | 723 | 16.9% |
| 3 | 269 | 6.3% |
| 4 | 107 | 2.5% |
| 5 | 56 | 1.3% |
| 6 | 33 | 0.8% |
| 7 | 20 | 0.5% |
| 8 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 3063 | |
| 2 | 723 | 16.9% |
| 3 | 269 | 6.3% |
| 4 | 107 | 2.5% |
| 5 | 56 | 1.3% |
| 6 | 33 | 0.8% |
| 7 | 20 | 0.5% |
| 8 | 6 | 0.1% |
Group_size
Real number (ℝ)
| Before imputation test | After imputation_test | |
|---|---|---|
| Distinct | 8 | 8 |
| Distinct (%) | 0.2% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1.9974281 | 1.9974281 |
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 1 | 1 |
| Maximum | 8 | 8 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 33.5 KiB | 33.5 KiB |
Quantile statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Minimum | 1 | 1 |
| 5-th percentile | 1 | 1 |
| Q1 | 1 | 1 |
| median | 1 | 1 |
| Q3 | 2 | 2 |
| 95-th percentile | 6 | 6 |
| Maximum | 8 | 8 |
| Range | 7 | 7 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Before imputation test | After imputation_test | |
|---|---|---|
| Standard deviation | 1.5371127 | 1.5371127 |
| Coefficient of variation (CV) | 0.76954596 | 0.76954596 |
| Kurtosis | 3.6742901 | 3.6742901 |
| Mean | 1.9974281 | 1.9974281 |
| Median Absolute Deviation (MAD) | 0 | 0 |
| Skewness | 1.9695056 | 1.9695056 |
| Sum | 8543 | 8543 |
| Variance | 2.3627156 | 2.3627156 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2340 | |
| 2 | 908 | 21.2% |
| 3 | 486 | 11.4% |
| 4 | 204 | 4.8% |
| 5 | 115 | 2.7% |
| 7 | 98 | 2.3% |
| 6 | 78 | 1.8% |
| 8 | 48 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 2340 | |
| 2 | 908 | 21.2% |
| 3 | 486 | 11.4% |
| 4 | 204 | 4.8% |
| 5 | 115 | 2.7% |
| 7 | 98 | 2.3% |
| 6 | 78 | 1.8% |
| 8 | 48 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 2340 | |
| 2 | 908 | 21.2% |
| 3 | 486 | 11.4% |
| 4 | 204 | 4.8% |
| 5 | 115 | 2.7% |
| 6 | 78 | 1.8% |
| 7 | 98 | 2.3% |
| 8 | 48 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 2340 | |
| 2 | 908 | 21.2% |
| 3 | 486 | 11.4% |
| 4 | 204 | 4.8% |
| 5 | 115 | 2.7% |
| 6 | 78 | 1.8% |
| 7 | 98 | 2.3% |
| 8 | 48 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 2340 | |
| 2 | 908 | 21.2% |
| 3 | 486 | 11.4% |
| 4 | 204 | 4.8% |
| 5 | 115 | 2.7% |
| 6 | 78 | 1.8% |
| 7 | 98 | 2.3% |
| 8 | 48 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 2340 | |
| 2 | 908 | 21.2% |
| 3 | 486 | 11.4% |
| 4 | 204 | 4.8% |
| 5 | 115 | 2.7% |
| 6 | 78 | 1.8% |
| 7 | 98 | 2.3% |
| 8 | 48 | 1.1% |
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| HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Cabin_side | ID_group | ID_num | Group_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Earth | True | TRAPPIST-1e | 27.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 13 | 1 | 1 |
| 1 | Earth | False | TRAPPIST-1e | 19.0 | False | 0.0 | 9.0 | 0.0 | 2823.0 | 0.0 | F | S | 18 | 1 | 1 |
| 2 | Europa | True | 55 Cancri e | 31.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | C | S | 19 | 1 | 1 |
| 3 | Europa | False | TRAPPIST-1e | 38.0 | False | 0.0 | 6652.0 | 0.0 | 181.0 | 585.0 | C | S | 21 | 1 | 1 |
| 4 | Earth | False | TRAPPIST-1e | 20.0 | False | 10.0 | 0.0 | 635.0 | 0.0 | 0.0 | F | S | 23 | 1 | 1 |
| 5 | Earth | False | TRAPPIST-1e | 31.0 | False | 0.0 | 1615.0 | 263.0 | 113.0 | 60.0 | F | P | 27 | 1 | 1 |
| 6 | Europa | True | 55 Cancri e | 21.0 | False | 0.0 | NaN | 0.0 | 0.0 | 0.0 | B | P | 29 | 1 | 1 |
| 7 | Europa | True | TRAPPIST-1e | 20.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | D | S | 32 | 1 | 2 |
| 8 | Europa | True | 55 Cancri e | 23.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | D | S | 32 | 2 | 2 |
| 9 | Earth | False | 55 Cancri e | 24.0 | False | 0.0 | 639.0 | 0.0 | 0.0 | 0.0 | F | S | 33 | 1 | 1 |
After imputation_test
| HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Cabin_side | ID_num | Group_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Earth | True | TRAPPIST-1e | 27.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 1 | 1 |
| 1 | Earth | False | TRAPPIST-1e | 19.0 | False | 0.0 | 9.0 | 0.0 | 2823.0 | 0.0 | F | S | 1 | 1 |
| 2 | Europa | True | 55 Cancri e | 31.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | C | S | 1 | 1 |
| 3 | Europa | False | TRAPPIST-1e | 38.0 | False | 0.0 | 6652.0 | 0.0 | 181.0 | 585.0 | C | S | 1 | 1 |
| 4 | Earth | False | TRAPPIST-1e | 20.0 | False | 10.0 | 0.0 | 635.0 | 0.0 | 0.0 | F | S | 1 | 1 |
| 5 | Earth | False | TRAPPIST-1e | 31.0 | False | 0.0 | 1615.0 | 263.0 | 113.0 | 60.0 | F | P | 1 | 1 |
| 6 | Europa | True | 55 Cancri e | 21.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | B | P | 1 | 1 |
| 7 | Europa | True | TRAPPIST-1e | 20.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | D | S | 1 | 2 |
| 8 | Europa | True | 55 Cancri e | 23.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | D | S | 2 | 2 |
| 9 | Earth | False | 55 Cancri e | 24.0 | False | 0.0 | 639.0 | 0.0 | 0.0 | 0.0 | F | S | 1 | 1 |
Before imputation test
| HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Cabin_side | ID_group | ID_num | Group_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4267 | Earth | True | 55 Cancri e | 3.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 9260 | 1 | 1 |
| 4268 | Earth | False | 55 Cancri e | 20.0 | False | 0.0 | 601.0 | 103.0 | 35.0 | 0.0 | F | S | 9262 | 1 | 1 |
| 4269 | Earth | True | TRAPPIST-1e | 43.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 9263 | 1 | 1 |
| 4270 | Mars | False | TRAPPIST-1e | 43.0 | False | 47.0 | 0.0 | 3851.0 | 0.0 | 0.0 | D | S | 9265 | 1 | 1 |
| 4271 | Earth | False | TRAPPIST-1e | 40.0 | False | 0.0 | 865.0 | 0.0 | 3.0 | 0.0 | F | S | 9266 | 1 | 2 |
| 4272 | Earth | True | TRAPPIST-1e | 34.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 9266 | 2 | 2 |
| 4273 | Earth | False | TRAPPIST-1e | 42.0 | False | 0.0 | 847.0 | 17.0 | 10.0 | 144.0 | NaN | NaN | 9269 | 1 | 1 |
| 4274 | Mars | True | 55 Cancri e | NaN | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | D | P | 9271 | 1 | 1 |
| 4275 | Europa | False | NaN | NaN | False | 0.0 | 2680.0 | 0.0 | 0.0 | 523.0 | D | P | 9273 | 1 | 1 |
| 4276 | Earth | True | PSO J318.5-22 | 43.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 9277 | 1 | 1 |
After imputation_test
| HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Cabin_side | ID_num | Group_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4267 | Earth | True | 55 Cancri e | 3.000000 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 |
| 4268 | Earth | False | 55 Cancri e | 20.000000 | False | 0.0 | 601.0 | 103.0 | 35.0 | 0.0 | F | S | 1 | 1 |
| 4269 | Earth | True | TRAPPIST-1e | 43.000000 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 1 | 1 |
| 4270 | Mars | False | TRAPPIST-1e | 43.000000 | False | 47.0 | 0.0 | 3851.0 | 0.0 | 0.0 | D | S | 1 | 1 |
| 4271 | Earth | False | TRAPPIST-1e | 40.000000 | False | 0.0 | 865.0 | 0.0 | 3.0 | 0.0 | F | S | 1 | 2 |
| 4272 | Earth | True | TRAPPIST-1e | 34.000000 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 2 | 2 |
| 4273 | Earth | False | TRAPPIST-1e | 42.000000 | False | 0.0 | 847.0 | 17.0 | 10.0 | 144.0 | F | S | 1 | 1 |
| 4274 | Mars | True | 55 Cancri e | 33.213298 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | D | P | 1 | 1 |
| 4275 | Europa | False | TRAPPIST-1e | 35.343316 | False | 0.0 | 2680.0 | 0.0 | 0.0 | 523.0 | D | P | 1 | 1 |
| 4276 | Earth | True | PSO J318.5-22 | 43.000000 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 1 | 1 |
Before imputation test
| HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Cabin_side | ID_group | ID_num | Group_size | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | ||||||||||||||||
After imputation_test
| HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Cabin_side | ID_num | Group_size | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 74 | Earth | True | TRAPPIST-1e | 18.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 | 11 |
| 80 | Earth | True | TRAPPIST-1e | 21.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 | 9 |
| 82 | Earth | True | TRAPPIST-1e | 22.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 | 9 |
| 67 | Earth | True | TRAPPIST-1e | 13.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 | 7 |
| 69 | Earth | True | TRAPPIST-1e | 16.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 | 7 |
| 78 | Earth | True | TRAPPIST-1e | 20.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 | 7 |
| 180 | Mars | True | TRAPPIST-1e | 25.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | F | S | 1 | 1 | 7 |
| 29 | Earth | True | PSO J318.5-22 | 18.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 1 | 1 | 6 |
| 31 | Earth | True | PSO J318.5-22 | 19.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | S | 1 | 1 | 6 |
| 76 | Earth | True | TRAPPIST-1e | 19.0 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | P | 1 | 1 | 6 |